SYDNEY—Australian police are investigating whether a member of Australia’s Labor Party left the country to join Kurdish forces fighting against Islamic State militants in Syria.

Matthew Gardiner, who was head of the center-left Labor Party in Australia’s Northern Territory, traveled to Syria, according to a report Sunday by the Australian Broadcasting Corp. A spokesman for the Australian Federal Police confirmed in an emailed statement that they are investigating the matter, but wouldn’t comment further.